Yang et al. [1]} perform action detection at clip level, and then linked them to build action tubes across the video. They employ multi-step optimization process to progressively refine the initial proposals. Other methods [2]}, [3]} exploited human proposals coming from pretrained image detectors and replicated them in time to build straight spatio-temporal tubes.
